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Patients were then screened again, according to established exclusion criteria, and divided into two groups, one for establishing a classification model (after 2011), and the other for validating the classification model (before 2011).
There are three main tasks in the workflow of establishing a classification model using an SVM that could have the ability to predict miRNA target binding sites: 1) identify useful attributes (features) for prediction and encode them into a dataset; 2) learn an SVM classification model; and 3) evaluate its performance.
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GMM is mainly used describe the wave distribution situation according to the current information, so as to find the power similarity; while SVM is used to classify the power features of different electric appliances, so as to summarize the classification properties of different electric appliances and establish a classification model.
The compression ratio is 50%, and the features of eight normal patients without throat polyps and eight abnormal patients with throat polyps were used for training to establish a classification model.
A subset of miRNAs was identified and used to establish a classification model for ccRCC, pRCC types 1 and 2 and normal tissue.
A reduced set of five miRNAs was identified that was subsequently used to establish a sequential classification model.
A classification model was established by Biomarker Pattern Software (BPS).
To establish an effective classification model without deviation, we removed redundant sequences based on a sequence consistency standard.
To establish an optimal classification model, 121 cases (58 IgAN vs. 63 non-IgAN) were recruited and statistically analyzed.
A classification model is usually obtained by trying multiple classification algorithms [ 28, 29].
This allows to establish a classification of critical states and identify the initial postcritical behavior.
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